Figure 5.

Data heterogeneity at client sites does not deeply influence model performance

The AUC-PR for a federation of two clients for several split methods. Uniform stratified sampling represents the most homogeneous data-distribution method, while uniform random and linear random represent increasingly heterogeneous client distributions. Presented data are mean score and standard deviation resulting from cross-validation.